Overview

Dataset statistics

Number of variables16
Number of observations310813
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory37.9 MiB
Average record size in memory128.0 B

Variable types

NUM12
CAT4

Warnings

file has a high cardinality: 12185 distinct values High cardinality
ct_val_real is highly correlated with wp_ct_valHigh correlation
wp_ct_val is highly correlated with ct_val_realHigh correlation
file is uniformly distributed Uniform
Unnamed: 0 has unique values Unique
nade_ct_val has 24242 (7.8%) zeros Zeros
nade_t_val has 24155 (7.8%) zeros Zeros
ct_alive has 128839 (41.5%) zeros Zeros
t_alive has 140339 (45.2%) zeros Zeros
ct_cons_wins has 164748 (53.0%) zeros Zeros
t_cons_wins has 158250 (50.9%) zeros Zeros

Reproduction

Analysis started2020-10-19 17:06:11.552143
Analysis finished2020-10-19 17:06:56.281865
Duration44.73 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

Unnamed: 0
Real number (ℝ≥0)

UNIQUE

Distinct310813
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean155406
Minimum0
Maximum310812
Zeros1
Zeros (%)< 0.1%
Memory size2.4 MiB

Quantile statistics

Minimum0
5-th percentile15540.6
Q177703
median155406
Q3233109
95-th percentile295271.4
Maximum310812
Range310812
Interquartile range (IQR)155406

Descriptive statistics

Standard deviation89724.12895
Coefficient of variation (CV)0.5773530555
Kurtosis-1.2
Mean155406
Median Absolute Deviation (MAD)77703
Skewness1.094683224e-15
Sum4.830220508e+10
Variance8050419315
MonotocityStrictly increasing
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
20471< 0.1%
 
1030151< 0.1%
 
1234971< 0.1%
 
1296421< 0.1%
 
1275951< 0.1%
 
1173561< 0.1%
 
1153091< 0.1%
 
1214541< 0.1%
 
1194071< 0.1%
 
764001< 0.1%
 
Other values (310803)310803> 99.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
3108121< 0.1%
 
3108111< 0.1%
 
3108101< 0.1%
 
3108091< 0.1%
 
3108081< 0.1%
 

file
Categorical

HIGH CARDINALITY
UNIFORM

Distinct12185
Distinct (%)3.9%
Missing0
Missing (%)0.0%
Memory size2.4 MiB
esea_match_13821515.dem
 
60
esea_match_13786284.dem
 
54
esea_match_13787779.dem
 
54
esea_match_13790831.dem
 
54
esea_match_13788110.dem
 
54
Other values (12180)
310537 
ValueCountFrequency (%) 
esea_match_13821515.dem60< 0.1%
 
esea_match_13786284.dem54< 0.1%
 
esea_match_13787779.dem54< 0.1%
 
esea_match_13790831.dem54< 0.1%
 
esea_match_13788110.dem54< 0.1%
 
esea_match_13826687.dem54< 0.1%
 
esea_match_13783503.dem53< 0.1%
 
esea_match_13789723.dem53< 0.1%
 
esea_match_13782890.dem52< 0.1%
 
esea_match_13785820.dem52< 0.1%
 
Other values (12175)31027399.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length25
Median length23
Mean length23.00038608
Min length23

round
Real number (ℝ≥0)

Distinct60
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.63621856
Minimum1
Maximum60
Zeros0
Zeros (%)0.0%
Memory size2.4 MiB

Quantile statistics

Minimum1
5-th percentile2
Q17
median13
Q320
95-th percentile27
Maximum60
Range59
Interquartile range (IQR)13

Descriptive statistics

Standard deviation8.036385435
Coefficient of variation (CV)0.5893412018
Kurtosis-0.5150836468
Mean13.63621856
Median Absolute Deviation (MAD)6
Skewness0.3213649572
Sum4238314
Variance64.58349086
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1121853.9%
 
9121853.9%
 
16121853.9%
 
15121853.9%
 
13121853.9%
 
12121853.9%
 
11121853.9%
 
10121853.9%
 
14121853.9%
 
8121853.9%
 
Other values (50)18896360.8%
 
ValueCountFrequency (%) 
1121853.9%
 
2121853.9%
 
3121853.9%
 
4121853.9%
 
5121853.9%
 
ValueCountFrequency (%) 
601< 0.1%
 
591< 0.1%
 
581< 0.1%
 
571< 0.1%
 
561< 0.1%
 

wp_ct_val
Real number (ℝ≥0)

HIGH CORRELATION

Distinct824
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10886.63477
Minimum0
Maximum25750
Zeros550
Zeros (%)0.2%
Memory size2.4 MiB

Quantile statistics

Minimum0
5-th percentile1000
Q14250
median12500
Q315812.5
95-th percentile19625
Maximum25750
Range25750
Interquartile range (IQR)11562.5

Descriptive statistics

Standard deviation6302.263974
Coefficient of variation (CV)0.5788991832
Kurtosis-1.265788663
Mean10886.63477
Median Absolute Deviation (MAD)4812.5
Skewness-0.266837067
Sum3383707612
Variance39718531.2
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1000237197.6%
 
15500195586.3%
 
18250101563.3%
 
1962582682.7%
 
17562.576522.5%
 
17062.561902.0%
 
17583.3333359561.9%
 
250057161.8%
 
1450054481.8%
 
14833.3333353201.7%
 
Other values (814)21283068.5%
 
ValueCountFrequency (%) 
05500.2%
 
333.33333331< 0.1%
 
50029< 0.1%
 
666.666666758< 0.1%
 
75082< 0.1%
 
ValueCountFrequency (%) 
257502< 0.1%
 
255001< 0.1%
 
2500025< 0.1%
 
24937.51< 0.1%
 
24916.666671< 0.1%
 

wp_t_val
Real number (ℝ≥0)

Distinct742
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10678.34798
Minimum0
Maximum25000
Zeros1120
Zeros (%)0.4%
Memory size2.4 MiB

Quantile statistics

Minimum0
5-th percentile1000
Q16750
median13125
Q313500
95-th percentile17333.33333
Maximum25000
Range25000
Interquartile range (IQR)6750

Descriptive statistics

Standard deviation5345.656364
Coefficient of variation (CV)0.5006070577
Kurtosis-0.7794529617
Mean10678.34798
Median Absolute Deviation (MAD)2937.5
Skewness-0.514932575
Sum3318969371
Variance28576041.96
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
135007930325.5%
 
1000193836.2%
 
16062.5168375.4%
 
16916.66667160235.2%
 
1862584142.7%
 
350056811.8%
 
1100055561.8%
 
1555052791.7%
 
250043611.4%
 
850041741.3%
 
Other values (732)14580246.9%
 
ValueCountFrequency (%) 
011200.4%
 
5009< 0.1%
 
6001< 0.1%
 
666.666666716< 0.1%
 
75059< 0.1%
 
ValueCountFrequency (%) 
2500012< 0.1%
 
247501< 0.1%
 
24583.333331< 0.1%
 
2437520< 0.1%
 
242501< 0.1%
 

nade_ct_val
Real number (ℝ≥0)

ZEROS

Distinct148
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1900.744499
Minimum0
Maximum9300
Zeros24242
Zeros (%)7.8%
Memory size2.4 MiB

Quantile statistics

Minimum0
5-th percentile0
Q1600
median1700
Q32900
95-th percentile4500
Maximum9300
Range9300
Interquartile range (IQR)2300

Descriptive statistics

Standard deviation1445.294768
Coefficient of variation (CV)0.7603835069
Kurtosis-0.5233002488
Mean1900.744499
Median Absolute Deviation (MAD)1100
Skewness0.5468887781
Sum590776100
Variance2088876.967
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0242427.8%
 
300158955.1%
 
60099433.2%
 
50082172.6%
 
80081402.6%
 
110073892.4%
 
20072372.3%
 
140072272.3%
 
90071882.3%
 
170068292.2%
 
Other values (138)20850667.1%
 
ValueCountFrequency (%) 
0242427.8%
 
5053301.7%
 
10011110.4%
 
150137< 0.1%
 
20072372.3%
 
ValueCountFrequency (%) 
93001< 0.1%
 
80501< 0.1%
 
78001< 0.1%
 
76001< 0.1%
 
73002< 0.1%
 

nade_t_val
Real number (ℝ≥0)

ZEROS

Distinct122
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1690.516323
Minimum0
Maximum8300
Zeros24155
Zeros (%)7.8%
Memory size2.4 MiB

Quantile statistics

Minimum0
5-th percentile0
Q1700
median1600
Q32600
95-th percentile3800
Maximum8300
Range8300
Interquartile range (IQR)1900

Descriptive statistics

Standard deviation1205.368292
Coefficient of variation (CV)0.7130178367
Kurtosis-0.5750004884
Mean1690.516323
Median Absolute Deviation (MAD)950
Skewness0.4359283018
Sum525434450
Variance1452912.719
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0241557.8%
 
500103393.3%
 
30093213.0%
 
20089022.9%
 
80079182.5%
 
170075752.4%
 
150075142.4%
 
120075072.4%
 
140074522.4%
 
200074022.4%
 
Other values (112)21272868.4%
 
ValueCountFrequency (%) 
0241557.8%
 
5058961.9%
 
10015430.5%
 
1503490.1%
 
20089022.9%
 
ValueCountFrequency (%) 
83001< 0.1%
 
63002< 0.1%
 
61003< 0.1%
 
600017< 0.1%
 
59004< 0.1%
 

ct_alive
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.616708439
Minimum-5
Maximum5
Zeros128839
Zeros (%)41.5%
Memory size2.4 MiB

Quantile statistics

Minimum-5
5-th percentile0
Q10
median1
Q33
95-th percentile5
Maximum5
Range10
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.71139395
Coefficient of variation (CV)1.058566844
Kurtosis-0.9595975782
Mean1.616708439
Median Absolute Deviation (MAD)1
Skewness0.6226193818
Sum502494
Variance2.928869251
MonotocityNot monotonic
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
012883941.5%
 
14217413.6%
 
24145213.3%
 
34139713.3%
 
43123510.0%
 
5256798.3%
 
-111< 0.1%
 
-510< 0.1%
 
-47< 0.1%
 
-26< 0.1%
 
ValueCountFrequency (%) 
-510< 0.1%
 
-47< 0.1%
 
-33< 0.1%
 
-26< 0.1%
 
-111< 0.1%
 
ValueCountFrequency (%) 
5256798.3%
 
43123510.0%
 
34139713.3%
 
24145213.3%
 
14217413.6%
 

t_alive
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.525878905
Minimum-5
Maximum5
Zeros140339
Zeros (%)45.2%
Memory size2.4 MiB

Quantile statistics

Minimum-5
5-th percentile0
Q10
median1
Q33
95-th percentile5
Maximum5
Range10
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.697354404
Coefficient of variation (CV)1.112378183
Kurtosis-0.8699915643
Mean1.525878905
Median Absolute Deviation (MAD)1
Skewness0.6908075166
Sum474263
Variance2.881011972
MonotocityNot monotonic
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
014033945.2%
 
24205913.5%
 
34083813.1%
 
13534411.4%
 
4285899.2%
 
5236077.6%
 
-114< 0.1%
 
-512< 0.1%
 
-36< 0.1%
 
-24< 0.1%
 
ValueCountFrequency (%) 
-512< 0.1%
 
-41< 0.1%
 
-36< 0.1%
 
-24< 0.1%
 
-114< 0.1%
 
ValueCountFrequency (%) 
5236077.6%
 
4285899.2%
 
34083813.1%
 
24205913.5%
 
13534411.4%
 

ct_winner
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size2.4 MiB
0
152563 
1
146065 
0.5
 
12185
ValueCountFrequency (%) 
015256349.1%
 
114606547.0%
 
0.5121853.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

bomb_planted
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size2.4 MiB
0
158212 
1
140416 
0.5
 
12185
ValueCountFrequency (%) 
015821250.9%
 
114041645.2%
 
0.5121853.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

ct_cons_wins
Real number (ℝ≥0)

ZEROS

Distinct22
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.225479629
Minimum0
Maximum21
Zeros164748
Zeros (%)53.0%
Memory size2.4 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile5
Maximum21
Range21
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.874230673
Coefficient of variation (CV)1.529385417
Kurtosis6.434945428
Mean1.225479629
Median Absolute Deviation (MAD)0
Skewness2.204629652
Sum380895
Variance3.512740617
MonotocityNot monotonic
Histogram with fixed size bins (bins=22)
ValueCountFrequency (%) 
016474853.0%
 
15481717.6%
 
23353910.8%
 
3229307.4%
 
4138294.4%
 
587262.8%
 
649721.6%
 
729030.9%
 
817530.6%
 
910490.3%
 
Other values (12)15470.5%
 
ValueCountFrequency (%) 
016474853.0%
 
15481717.6%
 
23353910.8%
 
3229307.4%
 
4138294.4%
 
ValueCountFrequency (%) 
211< 0.1%
 
201< 0.1%
 
192< 0.1%
 
182< 0.1%
 
179< 0.1%
 

t_cons_wins
Real number (ℝ≥0)

ZEROS

Distinct24
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.287925537
Minimum0
Maximum23
Zeros158250
Zeros (%)50.9%
Memory size2.4 MiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile5
Maximum23
Range23
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.889379157
Coefficient of variation (CV)1.466994094
Kurtosis6.152945714
Mean1.287925537
Median Absolute Deviation (MAD)0
Skewness2.112913154
Sum400304
Variance3.569753599
MonotocityNot monotonic
Histogram with fixed size bins (bins=24)
ValueCountFrequency (%) 
015825050.9%
 
15526617.8%
 
23510311.3%
 
3260318.4%
 
4143434.6%
 
594523.0%
 
649831.6%
 
731041.0%
 
817460.6%
 
910430.3%
 
Other values (14)14920.5%
 
ValueCountFrequency (%) 
015825050.9%
 
15526617.8%
 
23510311.3%
 
3260318.4%
 
4143434.6%
 
ValueCountFrequency (%) 
231< 0.1%
 
221< 0.1%
 
211< 0.1%
 
201< 0.1%
 
195< 0.1%
 

ct_val_real
Real number (ℝ≥0)

HIGH CORRELATION

Distinct780
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18887.59833
Minimum200
Maximum42050
Zeros0
Zeros (%)0.0%
Memory size2.4 MiB

Quantile statistics

Minimum200
5-th percentile2650
Q17400
median21750
Q328150
95-th percentile32550
Maximum42050
Range41850
Interquartile range (IQR)20750

Descriptive statistics

Standard deviation10547.24403
Coefficient of variation (CV)0.5584216611
Kurtosis-1.363756473
Mean18887.59833
Median Absolute Deviation (MAD)8200
Skewness-0.3116987663
Sum5870511100
Variance111244356.7
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
430044891.4%
 
425032441.0%
 
435032071.0%
 
440023080.7%
 
365020340.7%
 
360017730.6%
 
445016360.5%
 
100014020.5%
 
370013170.4%
 
420012590.4%
 
Other values (770)28814492.7%
 
ValueCountFrequency (%) 
2001< 0.1%
 
4004< 0.1%
 
6004< 0.1%
 
7001< 0.1%
 
80036< 0.1%
 
ValueCountFrequency (%) 
420501< 0.1%
 
412002< 0.1%
 
411001< 0.1%
 
408501< 0.1%
 
403501< 0.1%
 

t_val_real
Real number (ℝ≥0)

Distinct707
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18229.73074
Minimum400
Maximum38150
Zeros0
Zeros (%)0.0%
Memory size2.4 MiB

Quantile statistics

Minimum400
5-th percentile2950
Q110700
median21100
Q325450
95-th percentile28500
Maximum38150
Range37750
Interquartile range (IQR)14750

Descriptive statistics

Standard deviation8837.245568
Coefficient of variation (CV)0.4847710421
Kurtosis-1.034736021
Mean18229.73074
Median Absolute Deviation (MAD)5450
Skewness-0.5991162172
Sum5666037300
Variance78096909.23
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
430039211.3%
 
425029110.9%
 
435028010.9%
 
2745020770.7%
 
2755019810.6%
 
365019590.6%
 
2735019420.6%
 
2765019350.6%
 
2725019040.6%
 
360018530.6%
 
Other values (697)28752992.5%
 
ValueCountFrequency (%) 
4002< 0.1%
 
6002< 0.1%
 
80036< 0.1%
 
8502< 0.1%
 
90033< 0.1%
 
ValueCountFrequency (%) 
381501< 0.1%
 
379001< 0.1%
 
374001< 0.1%
 
369001< 0.1%
 
367001< 0.1%
 

round_type
Categorical

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size2.4 MiB
NORMAL
126920 
ECO
105416 
FORCE_BUY
33241 
PISTOL_ROUND
25425 
SEMI_ECO
19811 
ValueCountFrequency (%) 
NORMAL12692040.8%
 
ECO10541633.9%
 
FORCE_BUY3324110.7%
 
PISTOL_ROUND254258.2%
 
SEMI_ECO198116.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length12
Median length6
Mean length5.921647421
Min length3

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

Unnamed: 0fileroundwp_ct_valwp_t_valnade_ct_valnade_t_valct_alivet_alivect_winnerbomb_plantedct_cons_winst_cons_winsct_val_realt_val_realround_type
00esea_match_13779704.dem11000.01166.6666675501200550.50.50045503850PISTOL_ROUND
11esea_match_13779704.dem210100.03687.500000110050401.00.010184505300ECO
22esea_match_13779704.dem34125.011700.0000009002450010.00.001955022900SEMI_ECO
33esea_match_13779704.dem41000.011700.00000001600030.01.002160019650ECO
44esea_match_13779704.dem515500.012750.00000014001700040.01.0032335021750NORMAL
55esea_match_13779704.dem613937.58500.0000002100750301.00.0102640019900NORMAL
66esea_match_13779704.dem75700.014850.0000005002700140.00.0011210026550FORCE_BUY
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